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Record W4401758579 · doi:10.1016/j.jtcvs.2024.08.017

Percutaneous coronary intervention with drug-eluting stents versus coronary bypass surgery for coronary artery disease: A Bayesian perspective

2024· article· en· W4401758579 on OpenAlexaff
Michał Kawczyński, Andrea Gabrio, Jos G. Maessen, Arnoud W.J. van ’t Hof, James M. Brophy, Can Gollmann-Tepeköylü, Peyman Sardari Nia, Pieter A. Vriesendorp, Samuel Heuts

Bibliographic record

VenueJournal of Thoracic and Cardiovascular Surgery · 2024
Typearticle
Languageen
FieldMedicine
TopicCoronary Interventions and Diagnostics
Canadian institutionsMcGill University Health Centre
Fundersnot available
KeywordsPercutaneous coronary interventionMedicineCoronary artery diseaseCardiologyInternal medicineCoronary artery bypass surgeryDrug-eluting stentBypass surgeryDrugCoronary diseasePerspective (graphical)ArteryCoronary heart diseaseMyocardial infarctionComputer sciencePharmacologyArtificial intelligence

Abstract

fetched live from OpenAlex

OBJECTIVES: Coronary revascularization is frequently performed for coronary artery disease (CAD). This study aims to assess the totality of randomized evidence comparing percutaneous coronary intervention with drug-eluting stents (DES-PCI) with coronary artery bypass grafting (CABG) for CAD. METHODS: A systematic search was applied to 3 electronic databases, including randomized trials comparing DES-PCI with CABG for CAD with 5-year follow-up. A Bayesian hierarchical meta-analytic model was applied. The primary outcome was all-cause mortality at 5 years; secondary outcomes were stroke, myocardial infarction, and repeat revascularization. End points were reported in median relative risks (RRs) and absolute risk differences, with 95% credible intervals (CrIs). Kaplan-Meier curves were used to reconstruct individual patient data. RESULTS: Six studies comprising 8269 patients (DES-PCI, n = 4134; CABG, n = 4135) were included. All-cause mortality at 5 years was increased with DES-PCI (median RR, 1.23; 95% CrI, 1.01-1.45), with a median absolute risk difference of +2.3% (95% CrI, 0.1%-4.5%). For stroke, myocardial infarction, and repeat revascularization, the median RRs were 0.79 (95% CrI, 0.54-1.25), 1.84 (95% CrI, 1.23-2.75), and 1.80 (95% CrI, 1.51-2.16) for DES-PCI, respectively. In a sample of 1000 patients undergoing DES-PCI instead of CABG for CAD, a median of 23 additional deaths, 46 myocardial infarctions, and 85 repeat revascularizations occurred at 5 years, whereas 10 strokes were prevented. CONCLUSIONS: The current data suggest a clinically relevant benefit of CABG over DES-PCI at 5 years in terms of mortality, myocardial infarction, and repeat revascularization, despite an increased risk of stroke. These findings may guide the heart-team and the shared decision-making process.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.664
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.004
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.022
GPT teacher head0.298
Teacher spread0.275 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations11
Published2024
Admission routes1
Has abstractyes

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